{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

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Extracting and Visualizing Stock Data

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Description

\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extracting essential data from a dataset and displaying it is a necessary part of data science; therefore individuals can make correct decisions based on the data. In this assignment, you will extract some stock data, you will then display this data in a graph.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Table of Contents

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\n", " Estimated Time Needed: 30 min

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\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Note***:- If you are working in IBM Cloud Watson Studio, please replace the command for installing nbformat from `!pip install nbformat==4.2.0` to simply `!pip install nbformat`\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "1`!pip install yfinance==0.1.67\n", "!mamba install bs4==4.10.0 -y\n", "!pip install nbformat==4.2.0" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import yfinance as yf\n", "import pandas as pd\n", "import requests\n", "from bs4 import BeautifulSoup\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In Python, you can ignore warnings using the warnings module. You can use the filterwarnings function to filter or ignore specific warning messages or categories.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "# Ignore all warnings\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Graphing Function\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we define the function `make_graph`. You don't have to know how the function works, you should only care about the inputs. It takes a dataframe with stock data (dataframe must contain Date and Close columns), a dataframe with revenue data (dataframe must contain Date and Revenue columns), and the name of the stock.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def make_graph(stock_data, revenue_data, stock):\n", " fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=(\"Historical Share Price\", \"Historical Revenue\"), vertical_spacing = .3)\n", " stock_data_specific = stock_data[stock_data.Date <= '2021--06-14']\n", " revenue_data_specific = revenue_data[revenue_data.Date <= '2021-04-30']\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(stock_data_specific.Date, infer_datetime_format=True), y=stock_data_specific.Close.astype(\"float\"), name=\"Share Price\"), row=1, col=1)\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(revenue_data_specific.Date, infer_datetime_format=True), y=revenue_data_specific.Revenue.astype(\"float\"), name=\"Revenue\"), row=2, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=1, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=2, col=1)\n", " fig.update_yaxes(title_text=\"Price ($US)\", row=1, col=1)\n", " fig.update_yaxes(title_text=\"Revenue ($US Millions)\", row=2, col=1)\n", " fig.update_layout(showlegend=False,\n", " height=900,\n", " title=stock,\n", " xaxis_rangeslider_visible=True)\n", " fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 1: Use yfinance to Extract Stock Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `Ticker` function enter the ticker symbol of the stock we want to extract data on to create a ticker object. The stock is Tesla and its ticker symbol is `TSLA`.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [], "source": [ "Tesla=yf.Ticker(\"TSLA\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the ticker object and the function `history` extract stock information and save it in a dataframe named `tesla_data`. Set the `period` parameter to `max` so we get information for the maximum amount of time.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [], "source": [ "tesla_data=Tesla.history(period=\"max\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Reset the index** using the `reset_index(inplace=True)` function on the tesla_data DataFrame and display the first five rows of the `tesla_data` dataframe using the `head` function. Take a screenshot of the results and code from the beginning of Question 1 to the results below.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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DateOpenHighLowCloseVolumeDividendsStock Splits
02010-06-291.2666671.6666671.1693331.59266728149450000.0
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" ], "text/plain": [ " Date Open High Low Close Volume Dividends \\\n", "0 2010-06-29 1.266667 1.666667 1.169333 1.592667 281494500 0 \n", "1 2010-06-30 1.719333 2.028000 1.553333 1.588667 257806500 0 \n", "2 2010-07-01 1.666667 1.728000 1.351333 1.464000 123282000 0 \n", "3 2010-07-02 1.533333 1.540000 1.247333 1.280000 77097000 0 \n", "4 2010-07-06 1.333333 1.333333 1.055333 1.074000 103003500 0 \n", "\n", " Stock Splits \n", "0 0.0 \n", "1 0.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tesla_data.reset_index(inplace=True)\n", "tesla_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 2: Use Webscraping to Extract Tesla Revenue Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `requests` library to download the webpage https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm Save the text of the response as a variable named `html_data`.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [], "source": [ "html_data=requests.get(\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\").text" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parse the html data using `beautiful_soup`.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "imports requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "html_data=requests.get(\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\").text\n", "beautiful_soup=BeautifulSoup(html_data,\"html.parser\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `BeautifulSoup` or the `read_html` function extract the table with `Tesla Revenue` and store it into a dataframe named `tesla_revenue`. The dataframe should have columns `Date` and `Revenue`.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Click here if you need help locating the table\n", "\n", "```\n", " \n", "Below is the code to isolate the table, you will now need to loop through the rows and columns like in the previous lab\n", " \n", "soup.find_all(\"tbody\")[1]\n", " \n", "If you want to use the read_html function the table is located at index 1\n", "\n", "We are focusing on quarterly revenue in the lab.\n", "```\n", "\n", "
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DateRevenue
02022-09-30$21,454
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22022-03-31$18,756
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" ], "text/plain": [ " Date Revenue\n", "0 2022-09-30 $21,454\n", "1 2022-06-30 $16,934\n", "2 2022-03-31 $18,756\n", "3 2021-12-31 $17,719\n", "4 2021-09-30 $13,757" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!pip install pandas==1.3.3\n", "!pip install requests==2.26.0\n", "!mamba install bs4==4.10.0 -y\n", "!mamba install html5lib==1.1 -y \n", "import requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "URL=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\"\n", "tesla_revenue=pd.read_html(URL)\n", "tesla_revenue=tesla_revenue[1]\n", "tesla_revenue=pd.DataFrame(tesla_revenue)\n", "tesla_revenue.columns=[\"Date\",\"Revenue\"]\n", "tesla_revenue.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Execute the following line to remove the comma and dollar sign from the `Revenue` column. \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tesla_revenue[\"Revenue\"] = tesla_revenue['Revenue'].str.replace(',|\\$',\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Execute the following lines to remove an null or empty strings in the Revenue column.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tesla_revenue.dropna(inplace=True)\n", "\n", "tesla_revenue = tesla_revenue[tesla_revenue['Revenue'] != \"\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the last 5 row of the `tesla_revenue` dataframe using the `tail` function. Take a screenshot of the results.\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas==1.3.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (1.3.3)\n", "Requirement already satisfied: numpy>=1.17.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from pandas==1.3.3) (1.21.6)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from pandas==1.3.3) (2.8.2)\n", "Requirement already satisfied: pytz>=2017.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from pandas==1.3.3) (2023.3)\n", "Requirement already satisfied: six>=1.5 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas==1.3.3) (1.16.0)\n", "Requirement already satisfied: requests==2.26.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (2.26.0)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests==2.26.0) (1.26.15)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests==2.26.0) (2023.5.7)\n", "Requirement already satisfied: charset-normalizer~=2.0.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests==2.26.0) (2.0.12)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests==2.26.0) (3.4)\n", "\n", " __ __ __ __\n", " / \\ / \\ / \\ / \\\n", " / \\/ \\/ \\/ \\\n", "███████████████/ /██/ /██/ /██/ /████████████████████████\n", " / / \\ / \\ / \\ / \\ \\____\n", " / / \\_/ \\_/ \\_/ \\ o \\__,\n", " / _/ \\_____/ `\n", " |/\n", " ███╗ ███╗ █████╗ ███╗ ███╗██████╗ █████╗\n", " ████╗ ████║██╔══██╗████╗ ████║██╔══██╗██╔══██╗\n", " ██╔████╔██║███████║██╔████╔██║██████╔╝███████║\n", " ██║╚██╔╝██║██╔══██║██║╚██╔╝██║██╔══██╗██╔══██║\n", " ██║ ╚═╝ ██║██║ ██║██║ ╚═╝ ██║██████╔╝██║ ██║\n", " ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚═════╝ ╚═╝ ╚═╝\n", "\n", " mamba (1.4.2) supported by @QuantStack\n", "\n", " GitHub: https://github.com/mamba-org/mamba\n", " Twitter: https://twitter.com/QuantStack\n", "\n", "█████████████████████████████████████████████████████████████\n", "\n", "\n", "Looking for: ['bs4==4.10.0']\n", "\n", "\u001b[?25l\u001b[2K\u001b[0G[+] 0.0s\n", "pkgs/main/linux-64 \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.0s\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.1s\n", "pkgs/main/linux-64 \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/main/noarch \u001b[90m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/r/linux-64 \u001b[90m━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/r/noarch \u001b[90m━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gpkgs/main/linux-64 No change\n", "pkgs/main/noarch No change\n", "pkgs/r/noarch No change\n", "pkgs/r/linux-64 No change\n", "\u001b[?25h\n", "Pinned packages:\n", " - python 3.7.*\n", "\n", "\n", "Transaction\n", "\n", " Prefix: /home/jupyterlab/conda/envs/python\n", "\n", " All requested packages already installed\n", "\n", "\u001b[?25l\u001b[2K\u001b[0G\u001b[?25h\n", " __ __ __ __\n", " / \\ / \\ / \\ / \\\n", " / \\/ \\/ \\/ \\\n", "███████████████/ /██/ /██/ /██/ /████████████████████████\n", " / / \\ / \\ / \\ / \\ \\____\n", " / / \\_/ \\_/ \\_/ \\ o \\__,\n", " / _/ \\_____/ `\n", " |/\n", " ███╗ ███╗ █████╗ ███╗ ███╗██████╗ █████╗\n", " ████╗ ████║██╔══██╗████╗ ████║██╔══██╗██╔══██╗\n", " ██╔████╔██║███████║██╔████╔██║██████╔╝███████║\n", " ██║╚██╔╝██║██╔══██║██║╚██╔╝██║██╔══██╗██╔══██║\n", " ██║ ╚═╝ ██║██║ ██║██║ ╚═╝ ██║██████╔╝██║ ██║\n", " ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚═════╝ ╚═╝ ╚═╝\n", "\n", " mamba (1.4.2) supported by @QuantStack\n", "\n", " GitHub: https://github.com/mamba-org/mamba\n", " Twitter: https://twitter.com/QuantStack\n", "\n", "█████████████████████████████████████████████████████████████\n", "\n", "\n", "Looking for: ['html5lib==1.1']\n", "\n", "pkgs/main/linux-64 Using cache\n", "pkgs/main/noarch Using cache\n", "pkgs/r/linux-64 Using cache\n", "pkgs/r/noarch Using cache\n", "\n", "Pinned packages:\n", " - 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DateRevenue
482010-09-3031
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" ], "text/plain": [ " Date Revenue\n", "48 2010-09-30 31\n", "49 2010-06-30 28\n", "50 2010-03-31 21\n", "52 2009-09-30 46\n", "53 2009-06-30 27" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!pip install pandas==1.3.3\n", "!pip install requests==2.26.0\n", "!mamba install bs4==4.10.0 -y\n", "!mamba install html5lib==1.1 -y \n", "import requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "URL=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\"\n", "tesla_revenue=pd.read_html(URL)\n", "tesla_revenue=tesla_revenue[1]\n", "tesla_revenue=pd.DataFrame(tesla_revenue)\n", "tesla_revenue.columns=[\"Date\",\"Revenue\"]\n", "tesla_revenue[\"Revenue\"] = tesla_revenue['Revenue'].str.replace(',|\\$',\"\")\n", "tesla_revenue.dropna(inplace=True)\n", "\n", "tesla_revenue = tesla_revenue[tesla_revenue['Revenue'] != \"\"]\n", "tesla_revenue.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 3: Use yfinance to Extract Stock Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the `Ticker` function enter the ticker symbol of the stock we want to extract data on to create a ticker object. The stock is GameStop and its ticker symbol is `GME`.\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [], "source": [ "GameStop=yf.Ticker(\"GME\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the ticker object and the function `history` extract stock information and save it in a dataframe named `gme_data`. Set the `period` parameter to `max` so we get information for the maximum amount of time.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [], "source": [ "gme_data=GameStop.history(period=\"max\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Reset the index** using the `reset_index(inplace=True)` function on the gme_data DataFrame and display the first five rows of the `gme_data` dataframe using the `head` function. Take a screenshot of the results and code from the beginning of Question 3 to the results below.\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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DateOpenHighLowCloseVolumeDividendsStock Splits
02002-02-131.6201281.6933501.6032961.691666762160000.00.0
12002-02-141.7127071.7160741.6706261.683250110216000.00.0
22002-02-151.6832511.6874591.6580021.67483483896000.00.0
32002-02-191.6664171.6664171.5780471.60750474104000.00.0
42002-02-201.6159201.6622101.6032961.66221068928000.00.0
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" ], "text/plain": [ " Date Open High Low Close Volume Dividends \\\n", "0 2002-02-13 1.620128 1.693350 1.603296 1.691666 76216000 0.0 \n", "1 2002-02-14 1.712707 1.716074 1.670626 1.683250 11021600 0.0 \n", "2 2002-02-15 1.683251 1.687459 1.658002 1.674834 8389600 0.0 \n", "3 2002-02-19 1.666417 1.666417 1.578047 1.607504 7410400 0.0 \n", "4 2002-02-20 1.615920 1.662210 1.603296 1.662210 6892800 0.0 \n", "\n", " Stock Splits \n", "0 0.0 \n", "1 0.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gme_data.reset_index(inplace=True)\n", "gme_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 4: Use Webscraping to Extract GME Revenue Data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `requests` library to download the webpage https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html. Save the text of the response as a variable named `html_data`.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "imports requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "html_data=requests.get(\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\").text" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parse the html data using `beautiful_soup`.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "imports requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "html_data=requests.get(\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\").text\n", "beautiful_soup=BeautifulSoup(html_data,\"html.parser\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `BeautifulSoup` or the `read_html` function extract the table with `GameStop Revenue` and store it into a dataframe named `gme_revenue`. The dataframe should have columns `Date` and `Revenue`. Make sure the comma and dollar sign is removed from the `Revenue` column using a method similar to what you did in Question 2.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Click here if you need help locating the table\n", "\n", "```\n", " \n", "Below is the code to isolate the table, you will now need to loop through the rows and columns like in the previous lab\n", " \n", "soup.find_all(\"tbody\")[1]\n", " \n", "If you want to use the read_html function the table is located at index 1\n", "\n", "\n", "```\n", "\n", "
\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "imports requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "URL=requests.get\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\"\n", "gme_revenue=pd.read_html(URL)\n", "gme_revenue=gme_revenue[1]\n", "gme_revenue=pd.DataFrame(gme_revenue)\n", "gme_revenue.columns=[\"Date\",\"Revenue\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the last five rows of the `gme_revenue` dataframe using the `tail` function. Take a screenshot of the results.\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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DateRevenue
572006-01-311667
582005-10-31534
592005-07-31416
602005-04-30475
612005-01-31709
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" ], "text/plain": [ " Date Revenue\n", "57 2006-01-31 1667\n", "58 2005-10-31 534\n", "59 2005-07-31 416\n", "60 2005-04-30 475\n", "61 2005-01-31 709" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "URL=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\"\n", "gme_revenue=pd.read_html(URL)\n", "gme_revenue=gme_revenue[1]\n", "gme_revenue=pd.DataFrame(gme_revenue)\n", "gme_revenue.columns=[\"Date\",\"Revenue\"]\n", "gme_revenue[\"Revenue\"] = gme_revenue['Revenue'].str.replace(',|\\$',\"\")\n", "gme_revenue.dropna(inplace=True)\n", "\n", "gme_revenue = gme_revenue[gme_revenue['Revenue'] != \"\"]\n", "gme_revenue.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 5: Plot Tesla Stock Graph\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `make_graph` function to graph the Tesla Stock Data, also provide a title for the graph. The structure to call the `make_graph` function is `make_graph(tesla_data, tesla_revenue, 'Tesla')`. Note the graph will only show data upto June 2021.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting yfinance==0.1.67\n", " Downloading yfinance-0.1.67-py2.py3-none-any.whl (25 kB)\n", "Requirement already satisfied: pandas>=0.24 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from yfinance==0.1.67) (1.3.5)\n", "Requirement already satisfied: numpy>=1.15 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from yfinance==0.1.67) (1.21.6)\n", "Requirement already satisfied: requests>=2.20 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from yfinance==0.1.67) (2.29.0)\n", "Collecting multitasking>=0.0.7 (from yfinance==0.1.67)\n", " Downloading multitasking-0.0.11-py3-none-any.whl (8.5 kB)\n", "Requirement already satisfied: lxml>=4.5.1 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from yfinance==0.1.67) (4.9.2)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from pandas>=0.24->yfinance==0.1.67) (2.8.2)\n", "Requirement already satisfied: pytz>=2017.3 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from pandas>=0.24->yfinance==0.1.67) (2023.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests>=2.20->yfinance==0.1.67) (3.1.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests>=2.20->yfinance==0.1.67) (3.4)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests>=2.20->yfinance==0.1.67) (1.26.15)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from requests>=2.20->yfinance==0.1.67) (2023.5.7)\n", "Requirement already satisfied: six>=1.5 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance==0.1.67) (1.16.0)\n", "Installing collected packages: multitasking, yfinance\n", "Successfully installed multitasking-0.0.11 yfinance-0.1.67\n", "\n", " __ __ __ __\n", " / \\ / \\ / \\ / \\\n", " / \\/ \\/ \\/ \\\n", "███████████████/ /██/ /██/ /██/ /████████████████████████\n", " / / \\ / \\ / \\ / \\ \\____\n", " / / \\_/ \\_/ \\_/ \\ o \\__,\n", " / _/ \\_____/ `\n", " |/\n", " ███╗ ███╗ █████╗ ███╗ ███╗██████╗ █████╗\n", " ████╗ ████║██╔══██╗████╗ ████║██╔══██╗██╔══██╗\n", " ██╔████╔██║███████║██╔████╔██║██████╔╝███████║\n", " ██║╚██╔╝██║██╔══██║██║╚██╔╝██║██╔══██╗██╔══██║\n", " ██║ ╚═╝ ██║██║ ██║██║ ╚═╝ ██║██████╔╝██║ ██║\n", " ╚═╝ ╚═╝╚═╝ ╚═╝╚═╝ ╚═╝╚═════╝ ╚═╝ ╚═╝\n", "\n", " mamba (1.4.2) supported by @QuantStack\n", "\n", " GitHub: https://github.com/mamba-org/mamba\n", " Twitter: https://twitter.com/QuantStack\n", "\n", "█████████████████████████████████████████████████████████████\n", "\n", "\n", "Looking for: ['bs4==4.10.0']\n", "\n", "\u001b[?25l\u001b[2K\u001b[0G[+] 0.0s\n", "\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.1s\n", "pkgs/main/linux-64 \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/main/noarch \u001b[33m━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/r/linux-64 \u001b[90m━━━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\n", "pkgs/r/noarch \u001b[90m━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.1s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.2s\n", "pkgs/main/linux-64 \u001b[90m╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━\u001b[0m 16.4kB / ??.?MB @ 106.0kB/s 0.2s\n", "pkgs/main/noarch \u001b[33m━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.2s\n", "pkgs/r/linux-64 \u001b[33m━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.2s\n", "pkgs/r/noarch \u001b[90m━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━━\u001b[0m 0.0 B / ??.?MB @ ??.?MB/s 0.2s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.3s\n", "pkgs/main/linux-64 \u001b[90m━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━\u001b[0m 512.0kB / ??.?MB @ 2.0MB/s 0.3s\n", "pkgs/main/noarch \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 524.3kB / ??.?MB @ 2.1MB/s 0.3s\n", "pkgs/r/linux-64 \u001b[33m━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m 524.3kB / ??.?MB @ 2.1MB/s 0.3s\n", "pkgs/r/noarch \u001b[90m━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━\u001b[0m 491.5kB / ??.?MB @ 1.9MB/s 0.3s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gpkgs/main/noarch 861.6kB @ 2.7MB/s 0.3s\n", "[+] 0.4s\n", "pkgs/main/linux-64 \u001b[90m━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━\u001b[0m 1.1MB / ??.?MB @ 3.0MB/s 0.4s\n", "pkgs/r/linux-64 \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 1.1MB / ??.?MB @ 3.0MB/s 0.4s\n", "pkgs/r/noarch \u001b[90m━━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━\u001b[0m 966.7kB / ??.?MB @ 2.7MB/s 0.4s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.5s\n", "pkgs/main/linux-64 \u001b[90m━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━\u001b[0m 1.6MB / ??.?MB @ 3.4MB/s 0.5s\n", "pkgs/r/linux-64 \u001b[90m╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━\u001b[0m 1.6MB / ??.?MB @ 3.4MB/s 0.5s\n", "pkgs/r/noarch \u001b[33m━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m 1.5MB / ??.?MB @ 3.2MB/s 0.5s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gpkgs/r/linux-64 1.9MB @ 3.6MB/s 0.5s\n", "[+] 0.6s\n", "pkgs/main/linux-64 \u001b[90m━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━\u001b[0m 2.2MB / ??.?MB @ 3.9MB/s 0.6s\n", "pkgs/r/noarch \u001b[33m━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m 2.0MB / ??.?MB @ 3.5MB/s 0.6s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gpkgs/r/noarch 2.3MB @ 3.6MB/s 0.7s\n", "[+] 0.7s\n", "pkgs/main/linux-64 \u001b[90m━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━\u001b[0m 2.9MB / ??.?MB @ 4.2MB/s 0.7s\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.8s\n", "pkgs/main/linux-64 \u001b[90m━━━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━\u001b[0m 3.4MB / ??.?MB @ 4.4MB/s 0.8s\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.9s\n", "pkgs/main/linux-64 \u001b[33m━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m 3.8MB / ??.?MB @ 4.3MB/s 0.9s\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.0s\n", "pkgs/main/linux-64 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"\u001b[?25h\n", "Pinned packages:\n", " - python 3.7.*\n", "\n", "\n", "Transaction\n", "\n", " Prefix: /home/jupyterlab/conda/envs/python\n", "\n", " Updating specs:\n", "\n", " - bs4==4.10.0\n", " - ca-certificates\n", " - certifi\n", " - openssl\n", "\n", "\n", " Package Version Build Channel Size\n", "────────────────────────────────────────────────────────────────────────────\n", " Install:\n", "────────────────────────────────────────────────────────────────────────────\n", "\n", " \u001b[32m+ bs4 \u001b[0m 4.10.0 hd3eb1b0_0 pkgs/main/noarch 10kB\n", "\n", " Upgrade:\n", "────────────────────────────────────────────────────────────────────────────\n", "\n", " \u001b[31m- ca-certificates\u001b[0m 2023.5.7 hbcca054_0 conda-forge \n", " \u001b[32m+ ca-certificates\u001b[0m 2024.3.11 h06a4308_0 pkgs/main/linux-64 130kB\n", " \u001b[31m- openssl \u001b[0m 1.1.1t h0b41bf4_0 conda-forge \n", " \u001b[32m+ openssl \u001b[0m 1.1.1w h7f8727e_0 pkgs/main/linux-64 4MB\n", "\n", " Downgrade:\n", "────────────────────────────────────────────────────────────────────────────\n", "\n", " \u001b[31m- beautifulsoup4 \u001b[0m 4.11.1 pyha770c72_0 conda-forge \n", " \u001b[32m+ beautifulsoup4 \u001b[0m 4.10.0 pyh06a4308_0 pkgs/main/noarch 87kB\n", "\n", " Summary:\n", "\n", " Install: 1 packages\n", " Upgrade: 2 packages\n", " Downgrade: 1 packages\n", "\n", " Total download: 4MB\n", "\n", "────────────────────────────────────────────────────────────────────────────\n", "\n", "\n", "\u001b[?25l\u001b[2K\u001b[0G[+] 0.0s\n", "Downloading \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 0.0 B 0.0s\n", "Extracting \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 0 0.0s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.1s\n", "Downloading (4) \u001b[33m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 0.0 B beautifulsoup4 0.0s\n", "Extracting \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 0 0.0s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gbeautifulsoup4 86.6kB @ 576.6kB/s 0.2s\n", "ca-certificates 130.4kB @ 863.5kB/s 0.2s\n", "bs4 10.2kB @ 64.6kB/s 0.2s\n", "[+] 0.2s\n", "Downloading (1) ╸\u001b[33m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 227.2kB openssl 0.1s\n", "Extracting (3) \u001b[90m━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━\u001b[0m 0 beautifulsoup4 0.0s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0Gopenssl 3.9MB @ 16.3MB/s 0.2s\n", "[+] 0.3s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━━\u001b[0m 0 beautifulsoup4 0.1s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.4s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━━\u001b[0m 0 beautifulsoup4 0.2s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.5s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━━\u001b[0m 0 beautifulsoup4 0.3s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.6s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━━\u001b[0m 0 bs4 0.4s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.7s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━━\u001b[0m 0 bs4 0.5s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.8s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━━\u001b[0m 0 bs4 0.6s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 0.9s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[90m━━━━━━━━━━━━╸\u001b[0m\u001b[33m━━━━━━━━━━\u001b[0m 0 bs4 0.7s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.0s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m 0 ca-certificates 0.8s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.1s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m 0 ca-certificates 0.9s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.2s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━━━\u001b[0m 0 ca-certificates 1.0s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.3s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m 0 ca-certificates 1.1s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.4s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━━\u001b[0m 0 openssl 1.2s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.5s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m 0 openssl 1.3s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.6s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (4) \u001b[33m━━━━━━━━━━━━━━╸\u001b[0m\u001b[90m━━━━━━━━\u001b[0m 0 openssl 1.4s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.7s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (3) ━━━━╸\u001b[33m━━━━━━━━━━━━━━━━━━\u001b[0m 1 openssl 1.5s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.8s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting (1) ━━━━━━━━━━━━━━━━╸\u001b[33m━━━━━━\u001b[0m 3 openssl 1.6s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G[+] 1.9s\n", "Downloading ━━━━━━━━━━━━━━━━━━━━━━━ 4.1MB 0.2s\n", "Extracting ━━━━━━━━━━━━━━━━━━━━━━━ 4 1.7s\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[0G\u001b[?25h\n", "Downloading and Extracting Packages\n", "\n", "Preparing transaction: done\n", "Verifying transaction: done\n", "Executing transaction: done\n", "Collecting nbformat==4.2.0\n", " Downloading nbformat-4.2.0-py2.py3-none-any.whl (153 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m153.3/153.3 kB\u001b[0m \u001b[31m21.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: ipython-genutils in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from nbformat==4.2.0) (0.2.0)\n", "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from nbformat==4.2.0) (4.17.3)\n", "Requirement already satisfied: jupyter-core in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from nbformat==4.2.0) (4.12.0)\n", "Requirement already satisfied: traitlets>=4.1 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from nbformat==4.2.0) (5.9.0)\n", "Requirement already satisfied: attrs>=17.4.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (23.1.0)\n", "Requirement already satisfied: importlib-metadata in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (4.11.4)\n", "Requirement already satisfied: importlib-resources>=1.4.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (5.12.0)\n", "Requirement already satisfied: pkgutil-resolve-name>=1.3.10 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (1.3.10)\n", "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (0.19.3)\n", "Requirement already satisfied: typing-extensions in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (4.5.0)\n", "Requirement already satisfied: zipp>=3.1.0 in /home/jupyterlab/conda/envs/python/lib/python3.7/site-packages (from importlib-resources>=1.4.0->jsonschema!=2.5.0,>=2.4->nbformat==4.2.0) (3.15.0)\n", "Installing collected packages: nbformat\n", " Attempting uninstall: nbformat\n", " Found existing installation: nbformat 5.8.0\n", " Uninstalling nbformat-5.8.0:\n", " Successfully uninstalled nbformat-5.8.0\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "jupyter-server 1.24.0 requires nbformat>=5.2.0, but you have nbformat 4.2.0 which is incompatible.\n", "nbclient 0.7.4 requires nbformat>=5.1, but you have nbformat 4.2.0 which is incompatible.\n", "nbconvert 7.4.0 requires nbformat>=5.1, but you have nbformat 4.2.0 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mSuccessfully installed nbformat-4.2.0\n" ] }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Share Price", "type": "scatter", "x": [ "2010-06-29T00:00:00", "2010-06-30T00:00:00", "2010-07-01T00:00:00", "2010-07-02T00:00:00", "2010-07-06T00:00:00", "2010-07-07T00:00:00", "2010-07-08T00:00:00", "2010-07-09T00:00:00", "2010-07-12T00:00:00", "2010-07-13T00:00:00", "2010-07-14T00:00:00", "2010-07-15T00:00:00", "2010-07-16T00:00:00", "2010-07-19T00:00:00", "2010-07-20T00:00:00", "2010-07-21T00:00:00", "2010-07-22T00:00:00", "2010-07-23T00:00:00", "2010-07-26T00:00:00", "2010-07-27T00:00:00", "2010-07-28T00:00:00", "2010-07-29T00:00:00", "2010-07-30T00:00:00", "2010-08-02T00:00:00", "2010-08-03T00:00:00", "2010-08-04T00:00:00", "2010-08-05T00:00:00", "2010-08-06T00:00:00", "2010-08-09T00:00:00", "2010-08-10T00:00:00", "2010-08-11T00:00:00", "2010-08-12T00:00:00", "2010-08-13T00:00:00", "2010-08-16T00:00:00", "2010-08-17T00:00:00", "2010-08-18T00:00:00", "2010-08-19T00:00:00", "2010-08-20T00:00:00", "2010-08-23T00:00:00", "2010-08-24T00:00:00", "2010-08-25T00:00:00", "2010-08-26T00:00:00", "2010-08-27T00:00:00", "2010-08-30T00:00:00", "2010-08-31T00:00:00", "2010-09-01T00:00:00", "2010-09-02T00:00:00", "2010-09-03T00:00:00", "2010-09-07T00:00:00", "2010-09-08T00:00:00", "2010-09-09T00:00:00", "2010-09-10T00:00:00", "2010-09-13T00:00:00", "2010-09-14T00:00:00", "2010-09-15T00:00:00", "2010-09-16T00:00:00", "2010-09-17T00:00:00", "2010-09-20T00:00:00", "2010-09-21T00:00:00", "2010-09-22T00:00:00", "2010-09-23T00:00:00", "2010-09-24T00:00:00", "2010-09-27T00:00:00", "2010-09-28T00:00:00", "2010-09-29T00:00:00", "2010-09-30T00:00:00", "2010-10-01T00:00:00", "2010-10-04T00:00:00", "2010-10-05T00:00:00", "2010-10-06T00:00:00", "2010-10-07T00:00:00", "2010-10-08T00:00:00", "2010-10-11T00:00:00", "2010-10-12T00:00:00", "2010-10-13T00:00:00", "2010-10-14T00:00:00", "2010-10-15T00:00:00", "2010-10-18T00:00:00", "2010-10-19T00:00:00", "2010-10-20T00:00:00", "2010-10-21T00:00:00", "2010-10-22T00:00:00", "2010-10-25T00:00:00", "2010-10-26T00:00:00", "2010-10-27T00:00:00", "2010-10-28T00:00:00", "2010-10-29T00:00:00", "2010-11-01T00:00:00", "2010-11-02T00:00:00", "2010-11-03T00:00:00", "2010-11-04T00:00:00", "2010-11-05T00:00:00", "2010-11-08T00:00:00", "2010-11-09T00:00:00", "2010-11-10T00:00:00", "2010-11-11T00:00:00", "2010-11-12T00:00:00", "2010-11-15T00:00:00", "2010-11-16T00:00:00", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "!pip install yfinance==0.1.67\n", "!mamba install bs4==4.10.0 -y\n", "!pip install nbformat==4.2.0\n", "import yfinance as yf\n", "import pandas as pd\n", "import requests\n", "from bs4 import BeautifulSoup\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "import warnings\n", "# Ignore all warnings\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "Tesla=yf.Ticker(\"TSLA\")\n", "tesla_data=Tesla.history(period=\"max\")\n", "tesla_data.reset_index(inplace=True)\n", "URL=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/revenue.htm\"\n", "tesla_revenue=pd.read_html(URL)\n", "tesla_revenue=tesla_revenue[1]\n", "tesla_revenue=pd.DataFrame(tesla_revenue)\n", "tesla_revenue.columns=[\"Date\",\"Revenue\"]\n", "tesla_revenue[\"Revenue\"] = tesla_revenue['Revenue'].str.replace(',|\\$',\"\")\n", "tesla_revenue.dropna(inplace=True)\n", "tesla_revenue = tesla_revenue[tesla_revenue['Revenue'] != \"\"]\n", "\n", "def make_graph(tesla_data,tesla_revenue,Tesla):\n", " fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=(\"Historical Share Price\", \"Historical Revenue\"), vertical_spacing = .3)\n", " tesla_data_specific = tesla_data[tesla_data.Date <= '2021--06-14']\n", " tesla_revenue_specific = tesla_revenue[tesla_revenue.Date <= '2021-04-30']\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(tesla_data_specific.Date, infer_datetime_format=True), y=tesla_data_specific.Close.astype(\"float\"), name=\"Share Price\"), row=1, col=1)\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(tesla_revenue_specific.Date, infer_datetime_format=True), y=tesla_revenue_specific.Revenue.astype(\"float\"), name=\"Revenue\"), row=2, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=1, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=2, col=1)\n", " fig.update_yaxes(title_text=\"Price ($US)\", row=1, col=1)\n", " fig.update_yaxes(title_text=\"Revenue ($US Millions)\", row=2, col=1)\n", " fig.update_layout(showlegend=False,\n", " height=900,\n", " title=\"Tesla\",\n", " xaxis_rangeslider_visible=True)\n", " fig.show()\n", "make_graph(tesla_data,tesla_revenue,Tesla)" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Question 6: Plot GameStop Stock Graph\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `make_graph` function to graph the GameStop Stock Data, also provide a title for the graph. The structure to call the `make_graph` function is `make_graph(gme_data, gme_revenue, 'GameStop')`. Note the graph will only show data upto June 2021.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Share Price", "type": "scatter", "x": [ "2010-06-29T00:00:00", "2010-06-30T00:00:00", "2010-07-01T00:00:00", "2010-07-02T00:00:00", "2010-07-06T00:00:00", "2010-07-07T00:00:00", "2010-07-08T00:00:00", "2010-07-09T00:00:00", "2010-07-12T00:00:00", "2010-07-13T00:00:00", "2010-07-14T00:00:00", "2010-07-15T00:00:00", "2010-07-16T00:00:00", "2010-07-19T00:00:00", "2010-07-20T00:00:00", "2010-07-21T00:00:00", "2010-07-22T00:00:00", "2010-07-23T00:00:00", "2010-07-26T00:00:00", "2010-07-27T00:00:00", "2010-07-28T00:00:00", "2010-07-29T00:00:00", "2010-07-30T00:00:00", "2010-08-02T00:00:00", "2010-08-03T00:00:00", "2010-08-04T00:00:00", "2010-08-05T00:00:00", "2010-08-06T00:00:00", "2010-08-09T00:00:00", "2010-08-10T00:00:00", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import yfinance as yf\n", "import pandas as pd\n", "import requests\n", "from bs4 import BeautifulSoup\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "import warnings\n", "# Ignore all warnings\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "GameStop=yf.Ticker(\"GME\")\n", "gme_data=Tesla.history(period=\"max\")\n", "gme_data.reset_index(inplace=True)\n", "URL=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-PY0220EN-SkillsNetwork/labs/project/stock.html\"\n", "gme_revenue=pd.read_html(URL)\n", "gme_revenue=gme_revenue[1]\n", "gme_revenue=pd.DataFrame(gme_revenue)\n", "gme_revenue.columns=[\"Date\",\"Revenue\"]\n", "gme_revenue[\"Revenue\"] = gme_revenue['Revenue'].str.replace(',|\\$',\"\")\n", "gme_revenue.dropna(inplace=True)\n", "gme_revenue = gme_revenue[gme_revenue['Revenue'] != \"\"]\n", "\n", "def make_graph(gme_data,gme_revenue,GameStop):\n", " fig = make_subplots(rows=2, cols=1, shared_xaxes=True, subplot_titles=(\"Historical Share Price\", \"Historical Revenue\"), vertical_spacing = .3)\n", " gme_data_specific = gme_data[gme_data.Date <= '2021--06-14']\n", " gme_revenue_specific = gme_revenue[gme_revenue.Date <= '2021-04-30']\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(gme_data_specific.Date, infer_datetime_format=True), y=gme_data_specific.Close.astype(\"float\"), name=\"Share Price\"), row=1, col=1)\n", " fig.add_trace(go.Scatter(x=pd.to_datetime(gme_revenue_specific.Date, infer_datetime_format=True), y=gme_revenue_specific.Revenue.astype(\"float\"), name=\"Revenue\"), row=2, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=1, col=1)\n", " fig.update_xaxes(title_text=\"Date\", row=2, col=1)\n", " fig.update_yaxes(title_text=\"Price ($US)\", row=1, col=1)\n", " fig.update_yaxes(title_text=\"Revenue ($US Millions)\", row=2, col=1)\n", " fig.update_layout(showlegend=False,\n", " height=900,\n", " title=\"GameStop\",\n", " xaxis_rangeslider_visible=True)\n", " fig.show()\n", "make_graph(gme_data,gme_revenue,GameStop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

About the Authors:

\n", "\n", "Joseph Santarcangelo has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.\n", "\n", "Azim Hirjani\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Change Log\n", "\n", "| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n", "| ----------------- | ------- | ------------- | ------------------------- |\n", "| 2022-02-28 | 1.2 | Lakshmi Holla | Changed the URL of GameStop |\n", "| 2020-11-10 | 1.1 | Malika Singla | Deleted the Optional part |\n", "| 2020-08-27 | 1.0 | Malika Singla | Added lab to GitLab |\n", "\n", "
\n", "\n", "##

© IBM Corporation 2020. All rights reserved.

\n", "\n", "

\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python", "language": "python", "name": "conda-env-python-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 4 }